Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	129880
Missing cells	393
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.8 MiB
Average record size in memory	184.0 B

Variable types

Categorical	6
Numeric	17

Alerts

`Seat comfort` is highly overall correlated with `Food and drink`	High correlation
`Departure/Arrival time convenient` is highly overall correlated with `Food and drink` and 1 other fields	High correlation
`Food and drink` is highly overall correlated with `Seat comfort` and 2 other fields	High correlation
`Gate location` is highly overall correlated with `Departure/Arrival time convenient` and 1 other fields	High correlation
`Inflight wifi service` is highly overall correlated with `Online support` and 2 other fields	High correlation
`Inflight entertainment` is highly overall correlated with `satisfaction`	High correlation
`Online support` is highly overall correlated with `Inflight wifi service` and 2 other fields	High correlation
`Ease of Online booking` is highly overall correlated with `Inflight wifi service` and 2 other fields	High correlation
`On-board service` is highly overall correlated with `Cleanliness`	High correlation
`Cleanliness` is highly overall correlated with `On-board service`	High correlation
`Online boarding` is highly overall correlated with `Inflight wifi service` and 2 other fields	High correlation
`Departure Delay in Minutes` is highly overall correlated with `Arrival Delay in Minutes`	High correlation
`Arrival Delay in Minutes` is highly overall correlated with `Departure Delay in Minutes`	High correlation
`satisfaction` is highly overall correlated with `Inflight entertainment`	High correlation
`Type of Travel` is highly overall correlated with `Class`	High correlation
`Class` is highly overall correlated with `Type of Travel`	High correlation
`Seat comfort` has 4797 (3.7%) zeros	Zeros
`Departure/Arrival time convenient` has 6664 (5.1%) zeros	Zeros
`Food and drink` has 5945 (4.6%) zeros	Zeros
`Inflight entertainment` has 2978 (2.3%) zeros	Zeros
`Departure Delay in Minutes` has 73356 (56.5%) zeros	Zeros
`Arrival Delay in Minutes` has 72753 (56.0%) zeros	Zeros

Reproduction

Analysis started	2023-06-10 05:06:56.720512
Analysis finished	2023-06-10 05:08:23.071645
Duration	1 minute and 26.35 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

satisfaction
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

satisfied	71087
dissatisfied	58793

Length

Max length	12
Median length	9
Mean length	10.358015
Min length	9

Characters and Unicode

Total characters	1345299
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	satisfied
2nd row	satisfied
3rd row	satisfied
4th row	satisfied
5th row	satisfied

Common Values

Value	Count	Frequency (%)
satisfied	71087	54.7%
dissatisfied	58793	45.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
satisfied	71087	54.7%
dissatisfied	58793	45.3%

Most occurring characters

Value	Count	Frequency (%)
s	318553	23.7%
i	318553	23.7%
d	188673	14.0%
a	129880	9.7%
t	129880	9.7%
f	129880	9.7%
e	129880	9.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1345299	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	318553	23.7%
i	318553	23.7%
d	188673	14.0%
a	129880	9.7%
t	129880	9.7%
f	129880	9.7%
e	129880	9.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1345299	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	318553	23.7%
i	318553	23.7%
d	188673	14.0%
a	129880	9.7%
t	129880	9.7%
f	129880	9.7%
e	129880	9.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1345299	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	318553	23.7%
i	318553	23.7%
d	188673	14.0%
a	129880	9.7%
t	129880	9.7%
f	129880	9.7%
e	129880	9.7%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

Female	65899
Male	63981

Length

Max length	6
Median length	6
Mean length	5.0147675
Min length	4

Characters and Unicode

Total characters	651318
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	65899	50.7%
Male	63981	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	65899	50.7%
male	63981	49.3%

Most occurring characters

Value	Count	Frequency (%)
e	195779	30.1%
a	129880	19.9%
l	129880	19.9%
F	65899	10.1%
m	65899	10.1%
M	63981	9.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	521438	80.1%
Uppercase Letter	129880	19.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	195779	37.5%
a	129880	24.9%
l	129880	24.9%
m	65899	12.6%

Uppercase Letter

Value	Count	Frequency (%)
F	65899	50.7%
M	63981	49.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	651318	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	195779	30.1%
a	129880	19.9%
l	129880	19.9%
F	65899	10.1%
m	65899	10.1%
M	63981	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	651318	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	195779	30.1%
a	129880	19.9%
l	129880	19.9%
F	65899	10.1%
m	65899	10.1%
M	63981	9.8%

Customer Type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

Loyal Customer	106100
disloyal Customer	23780

Length

Max length	17
Median length	14
Mean length	14.549276
Min length	14

Characters and Unicode

Total characters	1889660
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Loyal Customer
2nd row	Loyal Customer
3rd row	Loyal Customer
4th row	Loyal Customer
5th row	Loyal Customer

Common Values

Value	Count	Frequency (%)
Loyal Customer	106100	81.7%
disloyal Customer	23780	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
customer	129880	50.0%
loyal	106100	40.8%
disloyal	23780	9.2%

Most occurring characters

Value	Count	Frequency (%)
o	259760	13.7%
l	153660	8.1%
s	153660	8.1%
y	129880	6.9%
a	129880	6.9%
	129880	6.9%
C	129880	6.9%
u	129880	6.9%
t	129880	6.9%
m	129880	6.9%
Other values (5)	413420	21.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1523800	80.6%
Uppercase Letter	235980	12.5%
Space Separator	129880	6.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	259760	17.0%
l	153660	10.1%
s	153660	10.1%
y	129880	8.5%
a	129880	8.5%
u	129880	8.5%
t	129880	8.5%
m	129880	8.5%
e	129880	8.5%
r	129880	8.5%
Other values (2)	47560	3.1%

Uppercase Letter

Value	Count	Frequency (%)
C	129880	55.0%
L	106100	45.0%

Space Separator

Value	Count	Frequency (%)
	129880	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1759780	93.1%
Common	129880	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	259760	14.8%
l	153660	8.7%
s	153660	8.7%
y	129880	7.4%
a	129880	7.4%
C	129880	7.4%
u	129880	7.4%
t	129880	7.4%
m	129880	7.4%
e	129880	7.4%
Other values (4)	283540	16.1%

Common

Value	Count	Frequency (%)
	129880	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1889660	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	259760	13.7%
l	153660	8.1%
s	153660	8.1%
y	129880	6.9%
a	129880	6.9%
	129880	6.9%
C	129880	6.9%
u	129880	6.9%
t	129880	6.9%
m	129880	6.9%
Other values (5)	413420	21.9%

Age
Real number (ℝ)

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.427957

Minimum	7
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	7
5-th percentile	15
Q1	27
median	40
Q3	51
95-th percentile	64
Maximum	85
Range	78
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.11936
Coefficient of variation (CV)	0.38346801
Kurtosis	-0.71914023
Mean	39.427957
Median Absolute Deviation (MAD)	12
Skewness	-0.0036062117
Sum	5120903
Variance	228.59505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	3692	2.8%
25	3511	2.7%
40	3209	2.5%
44	3104	2.4%
41	3089	2.4%
42	3017	2.3%
43	2941	2.3%
45	2939	2.3%
23	2935	2.3%
22	2931	2.3%
Other values (65)	98512	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	685	0.5%
8	797	0.6%
9	859	0.7%
10	822	0.6%
11	837	0.6%
12	794	0.6%
13	806	0.6%
14	860	0.7%
15	1006	0.8%
16	1156	0.9%

Value	Count	Frequency (%)
85	25	< 0.1%
80	110	0.1%
79	52	< 0.1%
78	44	< 0.1%
77	106	0.1%
76	60	< 0.1%
75	76	0.1%
74	61	< 0.1%
73	67	0.1%
72	249	0.2%

Type of Travel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

Business travel	89693
Personal Travel	40187

Length

Max length	15
Median length	15
Mean length	15
Min length	15

Characters and Unicode

Total characters	1948200
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Personal Travel
2nd row	Personal Travel
3rd row	Personal Travel
4th row	Personal Travel
5th row	Personal Travel

Common Values

Value	Count	Frequency (%)
Business travel	89693	69.1%
Personal Travel	40187	30.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel	129880	50.0%
business	89693	34.5%
personal	40187	15.5%

Most occurring characters

Value	Count	Frequency (%)
s	309266	15.9%
e	259760	13.3%
r	170067	8.7%
a	170067	8.7%
l	170067	8.7%
n	129880	6.7%
	129880	6.7%
v	129880	6.7%
B	89693	4.6%
u	89693	4.6%
Other values (5)	299947	15.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1648253	84.6%
Uppercase Letter	170067	8.7%
Space Separator	129880	6.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	309266	18.8%
e	259760	15.8%
r	170067	10.3%
a	170067	10.3%
l	170067	10.3%
n	129880	7.9%
v	129880	7.9%
u	89693	5.4%
i	89693	5.4%
t	89693	5.4%

Uppercase Letter

Value	Count	Frequency (%)
B	89693	52.7%
P	40187	23.6%
T	40187	23.6%

Space Separator

Value	Count	Frequency (%)
	129880	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1818320	93.3%
Common	129880	6.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	309266	17.0%
e	259760	14.3%
r	170067	9.4%
a	170067	9.4%
l	170067	9.4%
n	129880	7.1%
v	129880	7.1%
B	89693	4.9%
u	89693	4.9%
i	89693	4.9%
Other values (4)	210254	11.6%

Common

Value	Count	Frequency (%)
	129880	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1948200	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	309266	15.9%
e	259760	13.3%
r	170067	8.7%
a	170067	8.7%
l	170067	8.7%
n	129880	6.7%
	129880	6.7%
v	129880	6.7%
B	89693	4.6%
u	89693	4.6%
Other values (5)	299947	15.4%

Class
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

Business	62160
Eco	58309
Eco Plus	9411

Length

Max length	8
Median length	8
Mean length	5.7552741
Min length	3

Characters and Unicode

Total characters	747495
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Eco
2nd row	Business
3rd row	Eco
4th row	Eco
5th row	Eco

Common Values

Value	Count	Frequency (%)
Business	62160	47.9%
Eco	58309	44.9%
Eco Plus	9411	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
eco	67720	48.6%
business	62160	44.6%
plus	9411	6.8%

Most occurring characters

Value	Count	Frequency (%)
s	195891	26.2%
u	71571	9.6%
E	67720	9.1%
c	67720	9.1%
o	67720	9.1%
B	62160	8.3%
i	62160	8.3%
n	62160	8.3%
e	62160	8.3%
	9411	1.3%
Other values (2)	18822	2.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	598793	80.1%
Uppercase Letter	139291	18.6%
Space Separator	9411	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	195891	32.7%
u	71571	12.0%
c	67720	11.3%
o	67720	11.3%
i	62160	10.4%
n	62160	10.4%
e	62160	10.4%
l	9411	1.6%

Uppercase Letter

Value	Count	Frequency (%)
E	67720	48.6%
B	62160	44.6%
P	9411	6.8%

Space Separator

Value	Count	Frequency (%)
	9411	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	738084	98.7%
Common	9411	1.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	195891	26.5%
u	71571	9.7%
E	67720	9.2%
c	67720	9.2%
o	67720	9.2%
B	62160	8.4%
i	62160	8.4%
n	62160	8.4%
e	62160	8.4%
P	9411	1.3%

Common

Value	Count	Frequency (%)
	9411	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	747495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	195891	26.2%
u	71571	9.6%
E	67720	9.1%
c	67720	9.1%
o	67720	9.1%
B	62160	8.3%
i	62160	8.3%
n	62160	8.3%
e	62160	8.3%
	9411	1.3%
Other values (2)	18822	2.5%

Flight Distance
Real number (ℝ)

Distinct	5398
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1981.4091

Minimum	50
Maximum	6951
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	50
5-th percentile	341
Q1	1359
median	1925
Q3	2544
95-th percentile	3831
Maximum	6951
Range	6901
Interquartile range (IQR)	1185

Descriptive statistics

Standard deviation	1027.1156
Coefficient of variation (CV)	0.51837636
Kurtosis	0.36430599
Mean	1981.4091
Median Absolute Deviation (MAD)	594
Skewness	0.46674752
Sum	2.5734541 × 10⁸
Variance	1054966.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1963	92	0.1%
1812	88	0.1%
1639	87	0.1%
1981	86	0.1%
1789	86	0.1%
1766	83	0.1%
1759	83	0.1%
1748	82	0.1%
2022	81	0.1%
1769	81	0.1%
Other values (5388)	129031	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	23	< 0.1%
51	21	< 0.1%
52	21	< 0.1%
53	28	< 0.1%
54	21	< 0.1%
55	22	< 0.1%
56	30	< 0.1%
57	21	< 0.1%
58	15	< 0.1%
59	24	< 0.1%

Value	Count	Frequency (%)
6951	1	< 0.1%
6950	1	< 0.1%
6948	1	< 0.1%
6924	1	< 0.1%
6907	2	< 0.1%
6889	1	< 0.1%
6882	1	< 0.1%
6868	1	< 0.1%
6865	1	< 0.1%
6837	1	< 0.1%

Seat comfort
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8385972

Minimum	0
Maximum	5
Zeros	4797
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3929832
Coefficient of variation (CV)	0.49072946
Kurtosis	-0.94319309
Mean	2.8385972
Median Absolute Deviation (MAD)	1
Skewness	-0.091860998
Sum	368677
Variance	1.9404023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	29183	22.5%
2	28726	22.1%
4	28398	21.9%
1	20949	16.1%
5	17827	13.7%
0	4797	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4797	3.7%
1	20949	16.1%
2	28726	22.1%
3	29183	22.5%
4	28398	21.9%
5	17827	13.7%

Value	Count	Frequency (%)
5	17827	13.7%
4	28398	21.9%
3	29183	22.5%
2	28726	22.1%
1	20949	16.1%
0	4797	3.7%

Departure/Arrival time convenient
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9906452

Minimum	0
Maximum	5
Zeros	6664
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5272244
Coefficient of variation (CV)	0.51066718
Kurtosis	-1.089371
Mean	2.9906452
Median Absolute Deviation (MAD)	1
Skewness	-0.25228245
Sum	388425
Variance	2.3324143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	29593	22.8%
5	26817	20.6%
3	23184	17.9%
2	22794	17.6%
1	20828	16.0%
0	6664	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6664	5.1%
1	20828	16.0%
2	22794	17.6%
3	23184	17.9%
4	29593	22.8%
5	26817	20.6%

Value	Count	Frequency (%)
5	26817	20.6%
4	29593	22.8%
3	23184	17.9%
2	22794	17.6%
1	20828	16.0%
0	6664	5.1%

Food and drink
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8519941

Minimum	0
Maximum	5
Zeros	5945
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4437294
Coefficient of variation (CV)	0.50621751
Kurtosis	-0.98672754
Mean	2.8519941
Median Absolute Deviation (MAD)	1
Skewness	-0.11681295
Sum	370417
Variance	2.0843545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	28150	21.7%
4	27216	21.0%
2	27146	20.9%
1	21076	16.2%
5	20347	15.7%
0	5945	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5945	4.6%
1	21076	16.2%
2	27146	20.9%
3	28150	21.7%
4	27216	21.0%
5	20347	15.7%

Value	Count	Frequency (%)
5	20347	15.7%
4	27216	21.0%
3	28150	21.7%
2	27146	20.9%
1	21076	16.2%
0	5945	4.6%

Gate location
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9904219

Minimum	0
Maximum	5
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3059699
Coefficient of variation (CV)	0.4367176
Kurtosis	-1.0898225
Mean	2.9904219
Median Absolute Deviation (MAD)	1
Skewness	-0.053063895
Sum	388396
Variance	1.7055574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	33546	25.8%
4	30088	23.2%
2	24518	18.9%
1	22565	17.4%
5	19161	14.8%
0	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	22565	17.4%
2	24518	18.9%
3	33546	25.8%
4	30088	23.2%
5	19161	14.8%

Value	Count	Frequency (%)
5	19161	14.8%
4	30088	23.2%
3	33546	25.8%
2	24518	18.9%
1	22565	17.4%
0	2	< 0.1%

Inflight wifi service
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.24913

Minimum	0
Maximum	5
Zeros	132
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3188175
Coefficient of variation (CV)	0.40589867
Kurtosis	-1.1214461
Mean	3.24913
Median Absolute Deviation (MAD)	1
Skewness	-0.19112285
Sum	421997
Variance	1.7392797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	31560	24.3%
5	28830	22.2%
3	27602	21.3%
2	27045	20.8%
1	14711	11.3%
0	132	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132	0.1%
1	14711	11.3%
2	27045	20.8%
3	27602	21.3%
4	31560	24.3%
5	28830	22.2%

Value	Count	Frequency (%)
5	28830	22.2%
4	31560	24.3%
3	27602	21.3%
2	27045	20.8%
1	14711	11.3%
0	132	0.1%

Inflight entertainment
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3834771

Minimum	0
Maximum	5
Zeros	2978
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3460591
Coefficient of variation (CV)	0.39783309
Kurtosis	-0.53278592
Mean	3.3834771
Median Absolute Deviation (MAD)	1
Skewness	-0.60482822
Sum	439446
Variance	1.8118752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	41879	32.2%
5	29831	23.0%
3	24200	18.6%
2	19183	14.8%
1	11809	9.1%
0	2978	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2978	2.3%
1	11809	9.1%
2	19183	14.8%
3	24200	18.6%
4	41879	32.2%
5	29831	23.0%

Value	Count	Frequency (%)
5	29831	23.0%
4	41879	32.2%
3	24200	18.6%
2	19183	14.8%
1	11809	9.1%
0	2978	2.3%

Online support
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5197028

Minimum	0
Maximum	5
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3065107
Coefficient of variation (CV)	0.37119915
Kurtosis	-0.81057183
Mean	3.5197028
Median Absolute Deviation (MAD)	1
Skewness	-0.57536498
Sum	457139
Variance	1.7069702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	41510	32.0%
5	35563	27.4%
3	21609	16.6%
2	17260	13.3%
1	13937	10.7%
0	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	13937	10.7%
2	17260	13.3%
3	21609	16.6%
4	41510	32.0%
5	35563	27.4%

Value	Count	Frequency (%)
5	35563	27.4%
4	41510	32.0%
3	21609	16.6%
2	17260	13.3%
1	13937	10.7%
0	1	< 0.1%

Ease of Online booking
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.472105

Minimum	0
Maximum	5
Zeros	18
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.3055596
Coefficient of variation (CV)	0.37601387
Kurtosis	-0.91065426
Mean	3.472105
Median Absolute Deviation (MAD)	1
Skewness	-0.49171965
Sum	450957
Variance	1.704486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	39920	30.7%
5	34137	26.3%
3	22418	17.3%
2	19951	15.4%
1	13436	10.3%
0	18	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	< 0.1%
1	13436	10.3%
2	19951	15.4%
3	22418	17.3%
4	39920	30.7%
5	34137	26.3%

Value	Count	Frequency (%)
5	34137	26.3%
4	39920	30.7%
3	22418	17.3%
2	19951	15.4%
1	13436	10.3%
0	18	< 0.1%

On-board service
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4650755

Minimum	0
Maximum	5
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2708356
Coefficient of variation (CV)	0.36675553
Kurtosis	-0.78502308
Mean	3.4650755
Median Absolute Deviation (MAD)	1
Skewness	-0.50526988
Sum	450044
Variance	1.6150231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	40675	31.3%
5	31724	24.4%
3	27037	20.8%
2	17174	13.2%
1	13265	10.2%
0	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	13265	10.2%
2	17174	13.2%
3	27037	20.8%
4	40675	31.3%
5	31724	24.4%

Value	Count	Frequency (%)
5	31724	24.4%
4	40675	31.3%
3	27037	20.8%
2	17174	13.2%
1	13265	10.2%
0	5	< 0.1%

Leg room service
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4859024

Minimum	0
Maximum	5
Zeros	444
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.292226
Coefficient of variation (CV)	0.37070057
Kurtosis	-0.84132096
Mean	3.4859024
Median Absolute Deviation (MAD)	1
Skewness	-0.49644007
Sum	452749
Variance	1.669848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	39698	30.6%
5	34385	26.5%
3	22467	17.3%
2	21745	16.7%
1	11141	8.6%
0	444	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	444	0.3%
1	11141	8.6%
2	21745	16.7%
3	22467	17.3%
4	39698	30.6%
5	34385	26.5%

Value	Count	Frequency (%)
5	34385	26.5%
4	39698	30.6%
3	22467	17.3%
2	21745	16.7%
1	11141	8.6%
0	444	0.3%

Baggage handling
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1014.8 KiB

4	48240
5	35748
3	24485
2	13432
1	7975

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	129880
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	4
3rd row	4
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Most occurring characters

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	129880	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	129880	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	48240	37.1%
5	35748	27.5%
3	24485	18.9%
2	13432	10.3%
1	7975	6.1%

Checkin service
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3408069

Minimum	0
Maximum	5
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2605823
Coefficient of variation (CV)	0.37732869
Kurtosis	-0.79351105
Mean	3.3408069
Median Absolute Deviation (MAD)	1
Skewness	-0.39244248
Sum	433904
Variance	1.5890677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	36481	28.1%
3	35538	27.4%
5	27005	20.8%
2	15486	11.9%
1	15369	11.8%
0	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	15369	11.8%
2	15486	11.9%
3	35538	27.4%
4	36481	28.1%
5	27005	20.8%

Value	Count	Frequency (%)
5	27005	20.8%
4	36481	28.1%
3	35538	27.4%
2	15486	11.9%
1	15369	11.8%
0	1	< 0.1%

Cleanliness
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7057592

Minimum	0
Maximum	5
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1517739
Coefficient of variation (CV)	0.31080647
Kurtosis	-0.20888866
Mean	3.7057592
Median Absolute Deviation (MAD)	1
Skewness	-0.75600069
Sum	481304
Variance	1.3265831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	48795	37.6%
5	35916	27.7%
3	23984	18.5%
2	13412	10.3%
1	7768	6.0%
0	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	7768	6.0%
2	13412	10.3%
3	23984	18.5%
4	48795	37.6%
5	35916	27.7%

Value	Count	Frequency (%)
5	35916	27.7%
4	48795	37.6%
3	23984	18.5%
2	13412	10.3%
1	7768	6.0%
0	5	< 0.1%

Online boarding
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.352587

Minimum	0
Maximum	5
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2987145
Coefficient of variation (CV)	0.38737682
Kurtosis	-0.93804992
Mean	3.352587
Median Absolute Deviation (MAD)	1
Skewness	-0.36649561
Sum	435434
Variance	1.6866594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	35181	27.1%
3	30780	23.7%
5	29973	23.1%
2	18573	14.3%
1	15359	11.8%
0	14	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	< 0.1%
1	15359	11.8%
2	18573	14.3%
3	30780	23.7%
4	35181	27.1%
5	29973	23.1%

Value	Count	Frequency (%)
5	29973	23.1%
4	35181	27.1%
3	30780	23.7%
2	18573	14.3%
1	15359	11.8%
0	14	< 0.1%

Departure Delay in Minutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	466
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.713713

Minimum	0
Maximum	1592
Zeros	73356
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12
95-th percentile	77
Maximum	1592
Range	1592
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	38.071126
Coefficient of variation (CV)	2.5874589
Kurtosis	100.64455
Mean	14.713713
Median Absolute Deviation (MAD)	0
Skewness	6.8219803
Sum	1911017
Variance	1449.4107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	73356	56.5%
1	3682	2.8%
2	2855	2.2%
3	2535	2.0%
4	2309	1.8%
5	2136	1.6%
6	1884	1.5%
7	1748	1.3%
8	1618	1.2%
9	1552	1.2%
Other values (456)	36205	27.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73356	56.5%
1	3682	2.8%
2	2855	2.2%
3	2535	2.0%
4	2309	1.8%
5	2136	1.6%
6	1884	1.5%
7	1748	1.3%
8	1618	1.2%
9	1552	1.2%

Value	Count	Frequency (%)
1592	1	< 0.1%
1305	1	< 0.1%
1128	1	< 0.1%
1017	1	< 0.1%
978	1	< 0.1%
951	1	< 0.1%
933	1	< 0.1%
930	1	< 0.1%
921	1	< 0.1%
859	1	< 0.1%

Arrival Delay in Minutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	472
Distinct (%)	0.4%
Missing	393
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	15.091129

Minimum	0
Maximum	1584
Zeros	72753
Zeros (%)	56.0%
Negative	0
Negative (%)	0.0%
Memory size	1014.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	13
95-th percentile	78
Maximum	1584
Range	1584
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	38.46565
Coefficient of variation (CV)	2.5488915
Kurtosis	95.117114
Mean	15.091129
Median Absolute Deviation (MAD)	0
Skewness	6.6701246
Sum	1954105
Variance	1479.6062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72753	56.0%
1	2747	2.1%
2	2587	2.0%
3	2442	1.9%
4	2373	1.8%
5	2083	1.6%
6	2021	1.6%
7	1794	1.4%
8	1751	1.3%
9	1566	1.2%
Other values (462)	37370	28.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72753	56.0%
1	2747	2.1%
2	2587	2.0%
3	2442	1.9%
4	2373	1.8%
5	2083	1.6%
6	2021	1.6%
7	1794	1.4%
8	1751	1.3%
9	1566	1.2%

Value	Count	Frequency (%)
1584	1	< 0.1%
1280	1	< 0.1%
1115	1	< 0.1%
1011	1	< 0.1%
970	1	< 0.1%
952	1	< 0.1%
940	1	< 0.1%
924	1	< 0.1%
920	1	< 0.1%
860	1	< 0.1%

Auto

Heatmap
Table

	Age	Flight Distance	Seat comfort	Departure/Arrival time convenient	Food and drink	Gate location	Inflight wifi service	Inflight entertainment	Online support	Ease of Online booking	On-board service	Leg room service	Checkin service	Cleanliness	Online boarding	Departure Delay in Minutes	Arrival Delay in Minutes	satisfaction	Gender	Customer Type	Type of Travel	Class	Baggage handling
Age	1.000	-0.248	0.009	0.038	0.015	-0.001	0.013	0.134	0.123	0.076	0.078	0.093	0.036	-0.004	0.039	-0.009	-0.011	0.204	0.015	0.378	0.342	0.208	0.045
Flight Distance	-0.248	1.000	-0.047	0.001	-0.011	-0.004	0.005	-0.037	-0.035	-0.026	-0.029	-0.029	0.004	0.010	0.004	0.056	0.039	0.200	0.177	0.257	0.159	0.215	0.032
Seat comfort	0.009	-0.047	1.000	0.439	0.705	0.410	0.129	0.399	0.120	0.202	0.118	0.124	0.044	0.106	0.131	-0.031	-0.039	0.470	0.121	0.074	0.058	0.057	0.131
Departure/Arrival time convenient	0.038	0.001	0.439	1.000	0.538	0.555	-0.004	0.063	-0.003	-0.004	0.059	0.022	0.066	0.077	-0.003	-0.005	-0.007	0.040	0.063	0.288	0.211	0.067	0.061
Food and drink	0.015	-0.011	0.705	0.538	1.000	0.534	0.023	0.322	0.025	0.035	0.037	0.061	0.012	0.033	0.012	-0.013	-0.016	0.265	0.090	0.089	0.083	0.061	0.042
Gate location	-0.001	-0.004	0.410	0.555	0.534	1.000	-0.004	-0.004	0.002	0.000	-0.024	-0.007	-0.032	-0.010	-0.003	0.005	0.006	0.143	0.038	0.146	0.078	0.082	0.051
Inflight wifi service	0.013	0.005	0.129	-0.004	0.023	-0.004	1.000	0.260	0.534	0.580	0.059	0.031	0.088	0.049	0.617	-0.022	-0.032	0.245	0.036	0.097	0.030	0.061	0.043
Inflight entertainment	0.134	-0.037	0.399	0.063	0.322	-0.004	0.260	1.000	0.461	0.340	0.206	0.175	0.237	0.147	0.370	-0.035	-0.051	0.640	0.154	0.248	0.092	0.182	0.104
Online support	0.123	-0.035	0.120	-0.003	0.025	0.002	0.534	0.461	1.000	0.604	0.174	0.151	0.211	0.127	0.650	-0.022	-0.038	0.433	0.094	0.200	0.066	0.139	0.093
Ease of Online booking	0.076	-0.026	0.202	-0.004	0.035	0.000	0.580	0.340	0.604	1.000	0.465	0.377	0.137	0.452	0.663	-0.032	-0.047	0.454	0.086	0.162	0.044	0.101	0.375
On-board service	0.078	-0.029	0.118	0.059	0.037	-0.024	0.059	0.206	0.174	0.465	1.000	0.426	0.238	0.579	0.139	-0.030	-0.049	0.361	0.065	0.104	0.052	0.124	0.415
Leg room service	0.093	-0.029	0.124	0.022	0.061	-0.007	0.031	0.175	0.151	0.377	0.426	1.000	0.156	0.423	0.110	-0.010	-0.025	0.336	0.098	0.125	0.070	0.104	0.312
Checkin service	0.036	0.004	0.044	0.066	0.012	-0.032	0.088	0.237	0.211	0.137	0.238	0.156	1.000	0.250	0.177	-0.019	-0.035	0.281	0.018	0.046	0.061	0.113	0.144
Cleanliness	-0.004	0.010	0.106	0.077	0.033	-0.010	0.049	0.147	0.127	0.452	0.579	0.423	0.250	1.000	0.118	-0.038	-0.059	0.305	0.032	0.053	0.068	0.103	0.500
Online boarding	0.039	0.004	0.131	-0.003	0.012	-0.003	0.617	0.370	0.650	0.663	0.139	0.110	0.177	0.118	1.000	-0.020	-0.034	0.350	0.059	0.129	0.033	0.090	0.073
Departure Delay in Minutes	-0.009	0.056	-0.031	-0.005	-0.013	0.005	-0.022	-0.035	-0.022	-0.032	-0.030	-0.010	-0.019	-0.038	-0.020	1.000	0.740	0.044	0.002	0.000	0.004	0.000	0.005
Arrival Delay in Minutes	-0.011	0.039	-0.039	-0.007	-0.016	0.006	-0.032	-0.051	-0.038	-0.047	-0.049	-0.025	-0.035	-0.059	-0.034	0.740	1.000	0.045	0.000	0.000	0.000	0.000	0.006
satisfaction	0.204	0.200	0.470	0.040	0.265	0.143	0.245	0.640	0.433	0.454	0.361	0.336	0.281	0.305	0.350	0.044	0.045	1.000	0.212	0.293	0.109	0.312	0.310
Gender	0.015	0.177	0.121	0.063	0.090	0.038	0.036	0.154	0.094	0.086	0.065	0.098	0.018	0.032	0.059	0.002	0.000	0.212	1.000	0.031	0.009	0.012	0.038
Customer Type	0.378	0.257	0.074	0.288	0.089	0.146	0.097	0.248	0.200	0.162	0.104	0.125	0.046	0.053	0.129	0.000	0.000	0.293	0.031	1.000	0.308	0.123	0.064
Type of Travel	0.342	0.159	0.058	0.211	0.083	0.078	0.030	0.092	0.066	0.044	0.052	0.070	0.061	0.068	0.033	0.004	0.000	0.109	0.009	0.308	1.000	0.554	0.061
Class	0.208	0.215	0.057	0.067	0.061	0.082	0.061	0.182	0.139	0.101	0.124	0.104	0.113	0.103	0.090	0.000	0.000	0.312	0.012	0.123	0.554	1.000	0.107
Baggage handling	0.045	0.032	0.131	0.061	0.042	0.051	0.043	0.104	0.093	0.375	0.415	0.312	0.144	0.500	0.073	0.005	0.006	0.310	0.038	0.064	0.061	0.107	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	satisfaction	Gender	Customer Type	Age	Type of Travel	Class	Flight Distance	Gate location	Inflight wifi service	Inflight entertainment	Online support	Ease of Online booking	On-board service	Leg room service	Baggage handling	Checkin service	Cleanliness	Online boarding	Departure Delay in Minutes	Arrival Delay in Minutes
0	satisfied	Female	Loyal Customer	65	Personal Travel	Eco	265	2	2	4	2	3	3	0	3	5	3	2	0	0.0
1	satisfied	Male	Loyal Customer	47	Personal Travel	Business	2464	3	0	2	2	3	4	4	4	2	3	2	310	305.0
2	satisfied	Female	Loyal Customer	15	Personal Travel	Eco	2138	3	2	0	2	2	3	3	4	4	4	2	0	0.0
3	satisfied	Female	Loyal Customer	60	Personal Travel	Eco	623	3	3	4	3	1	1	0	1	4	1	3	0	0.0
4	satisfied	Female	Loyal Customer	70	Personal Travel	Eco	354	3	4	3	4	2	2	0	2	4	2	5	0	0.0
5	satisfied	Male	Loyal Customer	30	Personal Travel	Eco	1894	3	2	0	2	2	5	4	5	5	4	2	0	0.0
6	satisfied	Female	Loyal Customer	66	Personal Travel	Eco	227	3	2	5	5	5	5	0	5	5	5	3	17	15.0
7	satisfied	Male	Loyal Customer	10	Personal Travel	Eco	1812	3	2	0	2	2	3	3	4	5	4	2	0	0.0
8	satisfied	Female	Loyal Customer	56	Personal Travel	Business	73	3	5	3	5	4	4	0	1	5	4	4	0	0.0
9	satisfied	Male	Loyal Customer	22	Personal Travel	Eco	1556	3	2	0	2	2	2	4	5	3	4	2	30	26.0

	satisfaction	Gender	Customer Type	Age	Type of Travel	Class	Flight Distance	Seat comfort	Departure/Arrival time convenient	Food and drink	Gate location	Inflight wifi service	Inflight entertainment	Online support	Ease of Online booking	On-board service	Leg room service	Baggage handling	Checkin service	Cleanliness	Online boarding	Departure Delay in Minutes	Arrival Delay in Minutes
129870	satisfied	Female	disloyal Customer	70	Personal Travel	Eco	1674	5	4	5	1	5	5	5	5	3	2	4	5	4	5	54	46.0
129871	satisfied	Female	disloyal Customer	35	Personal Travel	Eco	3287	5	4	5	3	2	5	2	2	4	5	4	4	3	2	9	0.0
129872	satisfied	Female	disloyal Customer	69	Personal Travel	Eco	2240	5	4	5	3	4	5	4	4	5	4	4	3	4	4	4	0.0
129873	satisfied	Female	disloyal Customer	63	Personal Travel	Eco	1942	5	5	4	4	3	4	3	3	5	2	5	3	5	3	7	NaN
129874	satisfied	Female	disloyal Customer	11	Personal Travel	Eco	2752	5	5	5	2	2	5	2	2	3	5	3	5	4	2	5	0.0
129875	satisfied	Female	disloyal Customer	29	Personal Travel	Eco	1731	5	5	5	3	2	5	2	2	3	3	4	4	4	2	0	0.0
129876	dissatisfied	Male	disloyal Customer	63	Personal Travel	Business	2087	2	3	2	4	2	1	1	3	2	3	3	1	2	1	174	172.0
129877	dissatisfied	Male	disloyal Customer	69	Personal Travel	Eco	2320	3	0	3	3	3	2	2	4	4	3	4	2	3	2	155	163.0
129878	dissatisfied	Male	disloyal Customer	66	Personal Travel	Eco	2450	3	2	3	2	3	2	2	3	3	2	3	2	1	2	193	205.0
129879	dissatisfied	Female	disloyal Customer	38	Personal Travel	Eco	4307	3	4	3	3	3	3	3	4	5	5	5	3	3	3	185	186.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)